环境传感器的融合用于在真实的建筑工地检测占用情况
Athina Tsanousa1, Chrysoula Moschou1, Evangelos Bektsis1
1Information Technologies Institute, Center for Research and Technology Hellas, 6th km Charilaou-Thermi Road, 57001 Thessaloniki, Greece.
Sensors (Basel, Switzerland)
|December 9, 2023
概括
智能建筑环境传感器可以使用先进的融合方法检测占用情况. 本研究评估了晚期聚变技术,为不平衡的数据提供了新的加权方法,并发布了公共数据集.
科学领域:
- 智能建筑智能建筑
- 物联网 (IoT) 的互联网.
- 环境传感器环境传感器
背景情况:
- 智能建筑利用物联网 (IoT) 系统提高能源效率和绿色未来.
- 环境传感 (温度,尘埃,空气质量) 是智能建筑功能的关键.
- 综合传感器数据可以增强安全性并检测占用情况.
研究的目的:
- 用环境传感器评估各种晚期聚变方法的性能,以检测使用率.
- 为了比较晚期聚变方法与早期聚变,结合集团分类器.
- 为不平衡的数据集引入和测试一种新的加权聚变方法.
主要方法:
- 实施和评估多种晚期聚变技术.
- 与早期的融合策略进行比较,随后使用集体分类器.
- 开发和测试一种针对不平衡数据量身定制的新型加权聚变方法.
主要成果:
- 用于占用检测的不同晚期聚变方法的性能评估.
- 对比分析强调了核聚变战略的有效性.
- 证明一种新型加权聚变方法对不平衡的传感器数据的适用性.
结论:
- 晚期融合方法显示出对智能建筑物中占用检测的前景.
- 新的加权聚变方法为不平衡的数据集提供了有效的解决方案.
- 该研究提供了一个公共数据集,用于进一步研究环境传感和占用检测.
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